01
AI and Data Workflows
Practical applications of AI, Python, R, machine learning and automation for scientific and professional work.
- Research workflows
- Data analysis
- AI agents
Independent knowledge, research and education
NTIRI
NTIRI
LAB
Practical AI, data science and biology for research, work and human progress. NtiriLab translates scientific thinking and emerging technologies into practical workflows, books and credible proof of work.
The ecosystem
Four connected areas. One practical purpose.
Research-led ideas. Practical tools. Credible work.
02
Biology and Research
Molecular biology, plant biochemistry, proteomics, bioinformatics and scientific communication.
- Protein science
- Sequence analysis
- Experimental thinking
03
Career and Professional Growth
Resources for graduates and skilled professionals adapting to a changing labour market.
- Credential → Skill
- Proof → Income
- Identity and direction
04
Books and Learning Resources
Fiction, nonfiction, scientific guides and children's literature by Dr. K. Ntiri.
- Independent publishing
- Educational resources
- Storytelling
Featured work
View all projects →Projects with evidence, boundaries and next steps.
Arabidopsis Stress Protein Predictor
A machine-learning project exploring protein-sequence representations and stress-related protein prediction.
Comparative PTS1 and PTS2 Proteome Analysis
A comparative bioinformatics workflow for predicted peroxisomal targeting signals and orthology relationships across plant and algal proteomes.
Data Science and AI Companion Repository
A structured learning repository containing notebooks, scripts, datasets, model cards and reproducible project resources.
AI-Assisted Research Workflows
Reusable systems for literature analysis, scientific writing, research planning, meetings and professional documentation.
Protein and AI Innovation Concepts
Early-stage exploration of protein-based agricultural technologies and AI-supported decision systems.
Books by Dr. K. Ntiri
Explore the complete library →A curated independent library.
Fiction, career development, artificial intelligence, science and stories for children.
Career Development
Overeducated, Underhired
Rebuilding career direction in the age of AI
PublishedCareer Development
Overeducated, Underhired
Fiction
The River Sene
A novel of memory, family and consequence
PublishedFiction
The River Sene
Fiction
When Blood Forgets Its Name
A family divided by prophecy and distance
In ProductionFiction
When Blood Forgets Its Name
Artificial Intelligence
The Ghost Workforce
The GHOST Operating System for Safe, Profitable AI Agents
In DevelopmentArtificial Intelligence
The Ghost Workforce
Two YouTube channels
Science and AI. Migration and real life.
Distinct editorial identities connected by one founder and a commitment to practical honesty.
Science · AI · Data
NtiriLab
Practical AI systems for scientists, researchers and ambitious learners.
AI-assisted research workflows
Data science and reproducible projects
Biology, bioinformatics and publishing systems
Migration · Work · Reality
Move Abroad Reality
Honest conversations about migration, work, opportunity and everyday life abroad.
Life and work in Germany
Expectations versus reality
Family, culture and professional rebuilding
Portrait asset slot
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src/assets.Founder
Science, technology and the work of rebuilding.
Dr. Ebenezer Ntiriakwa is a plant biochemist, molecular biology and proteomics researcher, data science and AI practitioner, author and educator based in Hamburg, Germany.
Through NtiriLab, he connects scientific research with practical artificial intelligence, professional development, publishing and responsible entrepreneurship.
Read the full story →Latest insights
All insights →Notes for thinking and doing.
Career
Credentials are a beginning, not a labour-market strategy
Why employability increasingly depends on translating education into demonstrable skill, credible proof and useful outcomes.
1 July 2026
6 min
6 min
AI and Research
What makes an AI workflow credible in scientific work?
A practical framework for keeping sources, human judgement, validation and reproducibility visible when using language models.
8 July 2026
7 min
7 min
Research Systems
The research friction log: a simple system for finding useful automation
Instead of automating everything, record repeated friction and rank opportunities by frequency, cost, risk and evidence.
15 July 2026
5 min
5 min
Publishing
A publishing preflight is not optional
The final stage of a book project should test trim size, margins, page numbering, image quality, spine clearance and barcode space as one system.
22 July 2026
6 min
6 min